Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation

13 June 2021

Xinghao Ding

Dong Liang

Papers citing "Domain Generalization on Medical Imaging Classification using Episodic Training with Task Augmentation"

28 / 28 papers shown

Title
Aligning Domain-specific Distribution and Classifier for Cross-domain Classification from Multiple Sources Yongchun Zhu Fuzhen Zhuang Deqing Wang OOD 73 300 0 04 Jan 2022
Consistent Posterior Distributions under Vessel-Mixing: A Regularization for Cross-Domain Retinal Artery/Vein Classification Chenxin Li Yunlong Zhang Zhehan Liang Wenao Ma Yue Huang Xinghao Ding 31 20 0 16 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 107 433 0 10 Mar 2021
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 34 137 0 13 Oct 2020
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 94 688 0 29 Oct 2019
DIVA: Domain Invariant Variational Autoencoders Maximilian Ilse Jakub M. Tomczak Christos Louizos Max Welling DRL OOD 58 200 0 24 May 2019
A Closer Look at Few-shot Classification Wei-Yu Chen Yen-Cheng Liu Z. Kira Y. Wang Jia-Bin Huang 93 1,756 0 08 Apr 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 59 810 0 16 Mar 2019
Episodic Training for Domain Generalization Da Li Jianshu Zhang Yongxin Yang Cong Liu Yi-Zhe Song Timothy M. Hospedales OOD 89 446 0 31 Jan 2019
Feature-Critic Networks for Heterogeneous Domain Generalization Yiying Li Yongxin Yang Wei Zhou Timothy M. Hospedales OOD 52 254 0 31 Jan 2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng-Ann Heng OOD 50 310 0 24 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 79 1,009 0 13 Jan 2019
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation Yue Zhang S. Miao Tommaso Mansi Rui Liao MedIm 38 206 0 11 Jun 2018
Generalizing to Unseen Domains via Adversarial Data Augmentation Riccardo Volpi Hongseok Namkoong Ozan Sener John C. Duchi Vittorio Murino Silvio Savarese OOD 100 777 0 30 May 2018
Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Qi Dou Cheng Ouyang Cheng Chen Hao Chen Pheng-Ann Heng MedIm 40 296 0 29 Apr 2018
Dynamic Few-Shot Visual Learning without Forgetting Spyros Gidaris N. Komodakis VLM 46 1,125 0 25 Apr 2018
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito Kohei Watanabe Yoshitaka Ushiku Tatsuya Harada 77 1,781 0 07 Dec 2017
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 82 1,404 0 10 Oct 2017
Deeper, Broader and Artier Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 97 1,434 0 09 Oct 2017
Unified Deep Supervised Domain Adaptation and Generalization Saeid Motiian Marco Piccirilli Donald Adjeroh Gianfranco Doretto OOD 79 783 0 28 Sep 2017
Automatic Liver Segmentation Using an Adversarial Image-to-Image Network Dong Yang Daguang Xu S. Kevin Zhou Bogdan Georgescu Mingqing Chen Sasa Grbic Dimitris N. Metaxas Dorin Comaniciu GAN MedIm 29 226 0 25 Jul 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 213 8,072 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 759 11,793 0 09 Mar 2017
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation Mohsen Ghafoorian Alireza Mehrtash Tina Kapur N. Karssemeijer E. Marchiori ... Bram van Ginneken Andrey Fedorov Purang Abolmaesumi B. Platel W. Wells MedIm OOD 49 333 0 25 Feb 2017
3D Deeply Supervised Network for Automatic Liver Segmentation from CT Volumes Qi Dou Hao Chen Yueming Jin Lequan Yu J. Qin Pheng-Ann Heng MedIm 64 344 0 03 Jul 2016
Unsupervised Domain Adaptation with Residual Transfer Networks Mingsheng Long Hanjing Zhu Jianmin Wang Michael I. Jordan OOD 79 1,484 0 14 Feb 2016
Automatic 3D Liver Segmentation Using Sparse Representation of Global and Local Image Information via Level Set Formulation Saif Dawood Salman Al-Shaikhli M. Yang Bodo Rosenhahn 32 33 0 06 Aug 2015
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 87 1,166 0 10 Jan 2013